#backward compatible refactor
22 related articles
Deep Dives·3 min
LLM 0.32 Refactoring Deep Dive: Message Sequence Input and Typed Streaming Response Design
Deep dive into Simon Willison's LLM 0.32a0 refactoring: message sequence inputs, typed streaming events, SQLite-decoupled serialization, and backward-compatible API evolution strategies.
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Deep Dives·3 min
LLM 0.32 Refactoring Deep Dive: Message Sequence Input and Streaming Multi-Type Response Design
Deep dive into Simon Willison's LLM 0.32a0 refactoring: message sequence inputs, streaming typed events, tool calling loops, and serialization for modern multimodal LLM scenarios.
Read more →